Title :
Solving the bi-dimensional two-way number partitioning problem with heuristic algorithms
Author :
Hacibeyoglu, Mehmet ; Tongur, Vahit ; Alaykiran, Kemal
Author_Institution :
Dept. of Comput. Eng., Necmettin Erbakan Univ., Konya, Turkey
Abstract :
The two-way number partitioning problem is to divide set of numbers into two subsets. As a result of the dividing process the sums of numbers in subsets must be as nearly equal as possible. The two-way number partitioning problem problem is NP-complete. The bi-dimensional two-way number partitioning problem is a kind of number partitioning problem. The sets have only two coordinates and the aim is minimized the differences of the sum of the numbers for both coordinates. This work presents two heuristic algorithm for solving bi-dimensional two-way number partitioning problem. Fist algorithm is best known and most used greedy algorithm. The other one is a novel genetic algorithm approach. These algorithms are analyzed, implemented and tested on randomly different 20 datasets.
Keywords :
computational complexity; genetic algorithms; greedy algorithms; NP-complete; bidimensional two-way number partitioning problem; genetic algorithm; greedy algorithm; heuristic algorithm; Biological cells; Genetic algorithms; Heuristic algorithms; Linear programming; Partitioning algorithms; Sociology; Statistics; Greedy algorithm; combinatorial optimization; genetic algorithm; two-way number partitioning problem;
Conference_Titel :
Application of Information and Communication Technologies (AICT), 2014 IEEE 8th International Conference on
Conference_Location :
Astana
Print_ISBN :
978-1-4799-4120-9
DOI :
10.1109/ICAICT.2014.7035916